Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 23190 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.3 MiB |
| Average record size in memory | 240.0 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 10 |
| BOOL | 3 |
Reproduction
| Analysis started | 2020-10-05 02:30:57.639477 |
|---|---|
| Analysis finished | 2020-10-05 02:31:40.284517 |
| Duration | 42.65 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
df_index has unique values | Unique |
EducationField has 441 (1.9%) zeros | Zeros |
JobRole has 2077 (9.0%) zeros | Zeros |
NumCompaniesWorked has 3144 (13.6%) zeros | Zeros |
TrainingTimesLastYear has 854 (3.7%) zeros | Zeros |
YearsInCurrentRole has 3877 (16.7%) zeros | Zeros |
YearsSinceLastPromotion has 9178 (39.6%) zeros | Zeros |
Employee Source has 2103 (9.1%) zeros | Zeros |
| Distinct count | 23190 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11705.134497628289 |
|---|---|
| Minimum | 0 |
| Maximum | 23432 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1180.45 |
| Q1 | 5850.25 |
| median | 11698.5 |
| Q3 | 17554.75 |
| 95-th percentile | 22249.55 |
| Maximum | 23432 |
| Range | 23432 |
| Interquartile range (IQR) | 11704.5 |
Descriptive statistics
| Standard deviation | 6756.345413 |
|---|---|
| Coefficient of variation (CV) | 0.5772121127 |
| Kurtosis | -1.199413381 |
| Mean | 11705.1345 |
| Median Absolute Deviation (MAD) | 5852.5 |
| Skewness | 0.001987364125 |
| Sum | 271442069 |
| Variance | 45648203.34 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 19084 | 1 | < 0.1% | |
| 23182 | 1 | < 0.1% | |
| 21135 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 14994 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| 2708 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 19100 | 1 | < 0.1% | |
| 17053 | 1 | < 0.1% | |
| 23198 | 1 | < 0.1% | |
| 21151 | 1 | < 0.1% | |
| 10912 | 1 | < 0.1% | |
| 8865 | 1 | < 0.1% | |
| 15010 | 1 | < 0.1% | |
| 12963 | 1 | < 0.1% | |
| 2724 | 1 | < 0.1% | |
| 17037 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| 19052 | 1 | < 0.1% | |
| 6790 | 1 | < 0.1% | |
| Other values (23165) | 23165 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 23432 | 1 | < 0.1% | |
| 23431 | 1 | < 0.1% | |
| 23430 | 1 | < 0.1% | |
| 23429 | 1 | < 0.1% | |
| 23428 | 1 | < 0.1% | |
| 23427 | 1 | < 0.1% | |
| 23426 | 1 | < 0.1% | |
| 23425 | 1 | < 0.1% | |
| 23424 | 1 | < 0.1% | |
| 23423 | 1 | < 0.1% |
Age
Real number (ℝ≥0)
| Distinct count | 43 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.922940922811556 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.116306612 |
|---|---|
| Coefficient of variation (CV) | 0.2469008802 |
| Kurtosis | -0.4101942588 |
| Mean | 36.92294092 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4094278734 |
| Sum | 856243 |
| Variance | 83.10704625 |
| Value | Count | Frequency (%) | |
| 35 | 1218 | 5.3% | |
| 34 | 1210 | 5.2% | |
| 36 | 1101 | 4.7% | |
| 31 | 1079 | 4.7% | |
| 29 | 1073 | 4.6% | |
| 32 | 956 | 4.1% | |
| 30 | 950 | 4.1% | |
| 38 | 941 | 4.1% | |
| 33 | 917 | 4.0% | |
| 40 | 871 | 3.8% | |
| 37 | 791 | 3.4% | |
| 27 | 772 | 3.3% | |
| 28 | 752 | 3.2% | |
| 42 | 734 | 3.2% | |
| 39 | 659 | 2.8% | |
| 45 | 644 | 2.8% | |
| 41 | 640 | 2.8% | |
| 26 | 598 | 2.6% | |
| 44 | 525 | 2.3% | |
| 46 | 518 | 2.2% | |
| 43 | 511 | 2.2% | |
| 50 | 477 | 2.1% | |
| 24 | 416 | 1.8% | |
| 25 | 411 | 1.8% | |
| 47 | 383 | 1.7% | |
| Other values (18) | 4043 | 17.4% |
| Value | Count | Frequency (%) | |
| 18 | 127 | 0.5% | |
| 19 | 130 | 0.6% | |
| 20 | 174 | 0.8% | |
| 21 | 208 | 0.9% | |
| 22 | 257 | 1.1% | |
| 23 | 223 | 1.0% | |
| 24 | 416 | 1.8% | |
| 25 | 411 | 1.8% | |
| 26 | 598 | 2.6% | |
| 27 | 772 | 3.3% |
| Value | Count | Frequency (%) | |
| 60 | 80 | 0.3% | |
| 59 | 148 | 0.6% | |
| 58 | 223 | 1.0% | |
| 57 | 61 | 0.3% | |
| 56 | 220 | 0.9% | |
| 55 | 328 | 1.4% | |
| 54 | 285 | 1.2% | |
| 53 | 308 | 1.3% | |
| 52 | 287 | 1.2% | |
| 51 | 301 | 1.3% |
Attrition
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 0 | |
|---|---|
| 1 | 3663 |
| Value | Count | Frequency (%) | |
| 0 | 19527 | 84.2% | |
| 1 | 3663 | 15.8% |
BusinessTravel
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 | 2371 |
| Value | Count | Frequency (%) | |
| 2 | 16443 | 70.9% | |
| 1 | 4376 | 18.9% | |
| 0 | 2371 | 10.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 16443 | 70.9% | |
| 1 | 4376 | 18.9% | |
| 0 | 2371 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23190 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 16443 | 70.9% | |
| 1 | 4376 | 18.9% | |
| 0 | 2371 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23190 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 16443 | 70.9% | |
| 1 | 4376 | 18.9% | |
| 0 | 2371 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23190 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 16443 | 70.9% | |
| 1 | 4376 | 18.9% | |
| 0 | 2371 | 10.2% |
DailyRate
Real number (ℝ≥0)
| Distinct count | 883 |
|---|---|
| Unique (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.2463130659767 |
|---|---|
| Minimum | 102.0 |
| Maximum | 1499.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 164 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1423 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.2073749 |
|---|---|
| Coefficient of variation (CV) | 0.5025979782 |
| Kurtosis | -1.204819311 |
| Mean | 802.2463131 |
| Median Absolute Deviation (MAD) | 344.5 |
| Skewness | -0.005304453072 |
| Sum | 18604092 |
| Variance | 162576.1872 |
| Value | Count | Frequency (%) | |
| 691 | 99 | 0.4% | |
| 1329 | 80 | 0.3% | |
| 408 | 80 | 0.3% | |
| 329 | 79 | 0.3% | |
| 530 | 78 | 0.3% | |
| 1082 | 77 | 0.3% | |
| 427 | 68 | 0.3% | |
| 334 | 67 | 0.3% | |
| 827 | 65 | 0.3% | |
| 688 | 64 | 0.3% | |
| 350 | 64 | 0.3% | |
| 117 | 64 | 0.3% | |
| 575 | 64 | 0.3% | |
| 1157 | 64 | 0.3% | |
| 950 | 64 | 0.3% | |
| 1146 | 64 | 0.3% | |
| 267 | 64 | 0.3% | |
| 465 | 64 | 0.3% | |
| 1125 | 64 | 0.3% | |
| 589 | 64 | 0.3% | |
| 1469 | 64 | 0.3% | |
| 147 | 63 | 0.3% | |
| 933 | 63 | 0.3% | |
| 829 | 63 | 0.3% | |
| 906 | 63 | 0.3% | |
| Other values (858) | 21477 | 92.6% |
| Value | Count | Frequency (%) | |
| 102 | 16 | 0.1% | |
| 103 | 18 | 0.1% | |
| 104 | 16 | 0.1% | |
| 105 | 15 | 0.1% | |
| 106 | 16 | 0.1% | |
| 107 | 15 | 0.1% | |
| 109 | 15 | 0.1% | |
| 111 | 45 | 0.2% | |
| 115 | 16 | 0.1% | |
| 116 | 32 | 0.1% |
| Value | Count | Frequency (%) | |
| 1499 | 15 | 0.1% | |
| 1498 | 16 | 0.1% | |
| 1496 | 32 | 0.1% | |
| 1495 | 48 | 0.2% | |
| 1492 | 15 | 0.1% | |
| 1490 | 62 | 0.3% | |
| 1488 | 15 | 0.1% | |
| 1485 | 46 | 0.2% | |
| 1482 | 16 | 0.1% | |
| 1480 | 32 | 0.1% |
Department
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | 1009 |
| Value | Count | Frequency (%) | |
| 1 | 15125 | 65.2% | |
| 2 | 7056 | 30.4% | |
| 0 | 1009 | 4.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 15125 | 65.2% | |
| 2 | 7056 | 30.4% | |
| 0 | 1009 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23190 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 15125 | 65.2% | |
| 2 | 7056 | 30.4% | |
| 0 | 1009 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23190 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 15125 | 65.2% | |
| 2 | 7056 | 30.4% | |
| 0 | 1009 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23190 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 15125 | 65.2% | |
| 2 | 7056 | 30.4% | |
| 0 | 1009 | 4.4% |
DistanceFromHome
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.188486416558861 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.098394237 |
|---|---|
| Coefficient of variation (CV) | 0.8813632485 |
| Kurtosis | -0.2170633757 |
| Mean | 9.188486417 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.9607209253 |
| Sum | 213081 |
| Variance | 65.58398921 |
| Value | Count | Frequency (%) | |
| 2 | 3302 | 14.2% | |
| 1 | 3277 | 14.1% | |
| 10 | 1359 | 5.9% | |
| 3 | 1346 | 5.8% | |
| 7 | 1330 | 5.7% | |
| 9 | 1325 | 5.7% | |
| 8 | 1270 | 5.5% | |
| 5 | 1023 | 4.4% | |
| 4 | 1014 | 4.4% | |
| 6 | 938 | 4.0% | |
| 16 | 500 | 2.2% | |
| 11 | 461 | 2.0% | |
| 24 | 430 | 1.9% | |
| 29 | 429 | 1.8% | |
| 23 | 428 | 1.8% | |
| 18 | 418 | 1.8% | |
| 15 | 416 | 1.8% | |
| 26 | 395 | 1.7% | |
| 25 | 390 | 1.7% | |
| 20 | 375 | 1.6% | |
| 28 | 363 | 1.6% | |
| 19 | 351 | 1.5% | |
| 14 | 333 | 1.4% | |
| 12 | 330 | 1.4% | |
| 22 | 304 | 1.3% | |
| Other values (4) | 1083 | 4.7% |
| Value | Count | Frequency (%) | |
| 1 | 3277 | 14.1% | |
| 2 | 3302 | 14.2% | |
| 3 | 1346 | 5.8% | |
| 4 | 1014 | 4.4% | |
| 5 | 1023 | 4.4% | |
| 6 | 938 | 4.0% | |
| 7 | 1330 | 5.7% | |
| 8 | 1270 | 5.5% | |
| 9 | 1325 | 5.7% | |
| 10 | 1359 | 5.9% |
| Value | Count | Frequency (%) | |
| 29 | 429 | 1.8% | |
| 28 | 363 | 1.6% | |
| 27 | 194 | 0.8% | |
| 26 | 395 | 1.7% | |
| 25 | 390 | 1.7% | |
| 24 | 430 | 1.9% | |
| 23 | 428 | 1.8% | |
| 22 | 304 | 1.3% | |
| 21 | 285 | 1.2% | |
| 20 | 375 | 1.6% |
Education
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.908753773178094 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.024915429 |
|---|---|
| Coefficient of variation (CV) | 0.3523555132 |
| Kurtosis | -0.5688007436 |
| Mean | 2.908753773 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.285631053 |
| Sum | 67454 |
| Variance | 1.050451636 |
| Value | Count | Frequency (%) | |
| 3 | 9006 | 38.8% | |
| 4 | 6256 | 27.0% | |
| 2 | 4472 | 19.3% | |
| 1 | 2703 | 11.7% | |
| 5 | 753 | 3.2% |
| Value | Count | Frequency (%) | |
| 1 | 2703 | 11.7% | |
| 2 | 4472 | 19.3% | |
| 3 | 9006 | 38.8% | |
| 4 | 6256 | 27.0% | |
| 5 | 753 | 3.2% |
| Value | Count | Frequency (%) | |
| 5 | 753 | 3.2% | |
| 4 | 6256 | 27.0% | |
| 3 | 9006 | 38.8% | |
| 2 | 4472 | 19.3% | |
| 1 | 2703 | 11.7% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2420871065114274 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 441 |
| Zeros (%) | 1.9% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.329382194 |
|---|---|
| Coefficient of variation (CV) | 0.5929217425 |
| Kurtosis | -0.6833633972 |
| Mean | 2.242087107 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5513050087 |
| Sum | 51994 |
| Variance | 1.767257018 |
| Value | Count | Frequency (%) | |
| 1 | 9571 | 41.3% | |
| 3 | 7296 | 31.5% | |
| 2 | 2524 | 10.9% | |
| 5 | 2053 | 8.9% | |
| 4 | 1304 | 5.6% | |
| 0 | 441 | 1.9% | |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 441 | 1.9% | |
| 1 | 9571 | 41.3% | |
| 2 | 2524 | 10.9% | |
| 3 | 7296 | 31.5% | |
| 4 | 1304 | 5.6% | |
| 5 | 2053 | 8.9% | |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5 | 2053 | 8.9% | |
| 4 | 1304 | 5.6% | |
| 3 | 7296 | 31.5% | |
| 2 | 2524 | 10.9% | |
| 1 | 9571 | 41.3% | |
| 0 | 441 | 1.9% |
EnvironmentSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 7142 | 30.8% | |
| 4 | 7038 | 30.3% | |
| 1 | 4524 | 19.5% | |
| 2 | 4486 | 19.3% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7142 | 10.3% | |
| 4 | 7038 | 10.1% | |
| 1 | 4524 | 6.5% | |
| 2 | 4486 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 23190 | 50.0% | |
| 3 | 7142 | 15.4% | |
| 4 | 7038 | 15.2% | |
| 1 | 4524 | 9.8% | |
| 2 | 4486 | 9.7% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7142 | 10.3% | |
| 4 | 7038 | 10.1% | |
| 1 | 4524 | 6.5% | |
| 2 | 4486 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7142 | 10.3% | |
| 4 | 7038 | 10.1% | |
| 1 | 4524 | 6.5% | |
| 2 | 4486 | 6.4% |
Gender
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 13907 | 60.0% | |
| 0 | 9283 | 40.0% |
HourlyRate
Real number (ℝ≥0)
| Distinct count | 71 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.85774040534713 |
|---|---|
| Minimum | 30 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 83 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 20.33531248 |
|---|---|
| Coefficient of variation (CV) | 0.3087763466 |
| Kurtosis | -1.19709654 |
| Mean | 65.85774041 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.03516672052 |
| Sum | 1527241 |
| Variance | 413.5249336 |
| Value | Count | Frequency (%) | |
| 66 | 478 | 2.1% | |
| 84 | 441 | 1.9% | |
| 48 | 440 | 1.9% | |
| 42 | 439 | 1.9% | |
| 96 | 434 | 1.9% | |
| 98 | 431 | 1.9% | |
| 79 | 429 | 1.8% | |
| 87 | 415 | 1.8% | |
| 57 | 410 | 1.8% | |
| 56 | 405 | 1.7% | |
| 52 | 404 | 1.7% | |
| 32 | 403 | 1.7% | |
| 54 | 399 | 1.7% | |
| 72 | 397 | 1.7% | |
| 92 | 395 | 1.7% | |
| 46 | 394 | 1.7% | |
| 73 | 382 | 1.6% | |
| 43 | 377 | 1.6% | |
| 45 | 375 | 1.6% | |
| 82 | 374 | 1.6% | |
| 78 | 369 | 1.6% | |
| 81 | 363 | 1.6% | |
| 95 | 363 | 1.6% | |
| 60 | 362 | 1.6% | |
| 62 | 360 | 1.6% | |
| Other values (46) | 13151 | 56.7% |
| Value | Count | Frequency (%) | |
| 30 | 290 | 1.3% | |
| 31 | 242 | 1.0% | |
| 32 | 403 | 1.7% | |
| 33 | 305 | 1.3% | |
| 34 | 189 | 0.8% | |
| 35 | 284 | 1.2% | |
| 36 | 287 | 1.2% | |
| 37 | 296 | 1.3% | |
| 38 | 206 | 0.9% | |
| 39 | 270 | 1.2% |
| Value | Count | Frequency (%) | |
| 100 | 286 | 1.2% | |
| 99 | 312 | 1.3% | |
| 98 | 431 | 1.9% | |
| 97 | 333 | 1.4% | |
| 96 | 434 | 1.9% | |
| 95 | 363 | 1.6% | |
| 94 | 357 | 1.5% | |
| 93 | 257 | 1.1% | |
| 92 | 395 | 1.7% | |
| 91 | 283 | 1.2% |
JobInvolvement
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 2261 |
| 1 | 1303 |
| Value | Count | Frequency (%) | |
| 3 | 13723 | 59.2% | |
| 2 | 5903 | 25.5% | |
| 4 | 2261 | 9.7% | |
| 1 | 1303 | 5.6% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 13723 | 19.7% | |
| 2 | 5903 | 8.5% | |
| 4 | 2261 | 3.2% | |
| 1 | 1303 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 23190 | 50.0% | |
| 3 | 13723 | 29.6% | |
| 2 | 5903 | 12.7% | |
| 4 | 2261 | 4.9% | |
| 1 | 1303 | 2.8% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 13723 | 19.7% | |
| 2 | 5903 | 8.5% | |
| 4 | 2261 | 3.2% | |
| 1 | 1303 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 13723 | 19.7% | |
| 2 | 5903 | 8.5% | |
| 4 | 2261 | 3.2% | |
| 1 | 1303 | 1.9% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.440922811556706 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 2077 |
| Zeros (%) | 9.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.458825311 |
|---|---|
| Coefficient of variation (CV) | 0.5536744085 |
| Kurtosis | -1.194407691 |
| Mean | 4.440922812 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.3472185553 |
| Sum | 102985 |
| Variance | 6.045821909 |
| Value | Count | Frequency (%) | |
| 7 | 5057 | 21.8% | |
| 6 | 4592 | 19.8% | |
| 2 | 4100 | 17.7% | |
| 4 | 2361 | 10.2% | |
| 0 | 2077 | 9.0% | |
| 3 | 1585 | 6.8% | |
| 8 | 1299 | 5.6% | |
| 5 | 1281 | 5.5% | |
| 1 | 838 | 3.6% |
| Value | Count | Frequency (%) | |
| 0 | 2077 | 9.0% | |
| 1 | 838 | 3.6% | |
| 2 | 4100 | 17.7% | |
| 3 | 1585 | 6.8% | |
| 4 | 2361 | 10.2% | |
| 5 | 1281 | 5.5% | |
| 6 | 4592 | 19.8% | |
| 7 | 5057 | 21.8% | |
| 8 | 1299 | 5.6% |
| Value | Count | Frequency (%) | |
| 8 | 1299 | 5.6% | |
| 7 | 5057 | 21.8% | |
| 6 | 4592 | 19.8% | |
| 5 | 1281 | 5.5% | |
| 4 | 2361 | 10.2% | |
| 3 | 1585 | 6.8% | |
| 2 | 4100 | 17.7% | |
| 1 | 838 | 3.6% | |
| 0 | 2077 | 9.0% |
JobSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 7209 | 31.1% | |
| 2 | 7019 | 30.3% | |
| 0 | 4560 | 19.7% | |
| 1 | 4402 | 19.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 7209 | 31.1% | |
| 2 | 7019 | 30.3% | |
| 0 | 4560 | 19.7% | |
| 1 | 4402 | 19.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23190 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 7209 | 31.1% | |
| 2 | 7019 | 30.3% | |
| 0 | 4560 | 19.7% | |
| 1 | 4402 | 19.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23190 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 7209 | 31.1% | |
| 2 | 7019 | 30.3% | |
| 0 | 4560 | 19.7% | |
| 1 | 4402 | 19.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23190 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 7209 | 31.1% | |
| 2 | 7019 | 30.3% | |
| 0 | 4560 | 19.7% | |
| 1 | 4402 | 19.0% |
MaritalStatus
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 10613 | 45.8% | |
| 2 | 7411 | 32.0% | |
| 0 | 5166 | 22.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 10613 | 45.8% | |
| 2 | 7411 | 32.0% | |
| 0 | 5166 | 22.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23190 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 10613 | 45.8% | |
| 2 | 7411 | 32.0% | |
| 0 | 5166 | 22.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23190 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 10613 | 45.8% | |
| 2 | 7411 | 32.0% | |
| 0 | 5166 | 22.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23190 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 10613 | 45.8% | |
| 2 | 7411 | 32.0% | |
| 0 | 5166 | 22.3% |
MonthlyIncome
Real number (ℝ≥0)
| Distinct count | 1349 |
|---|---|
| Unique (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6507.905519620526 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2101.7 |
| Q1 | 2911 |
| median | 4936 |
| Q3 | 8380 |
| 95-th percentile | 17856 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5469 |
Descriptive statistics
| Standard deviation | 4706.369675 |
|---|---|
| Coefficient of variation (CV) | 0.7231773204 |
| Kurtosis | 0.9924438432 |
| Mean | 6507.90552 |
| Median Absolute Deviation (MAD) | 2208 |
| Skewness | 1.367107101 |
| Sum | 150918329 |
| Variance | 22149915.52 |
| Value | Count | Frequency (%) | |
| 2342 | 66 | 0.3% | |
| 2559 | 54 | 0.2% | |
| 5562 | 48 | 0.2% | |
| 6347 | 48 | 0.2% | |
| 2741 | 48 | 0.2% | |
| 2610 | 48 | 0.2% | |
| 2380 | 48 | 0.2% | |
| 2451 | 47 | 0.2% | |
| 2404 | 46 | 0.2% | |
| 3452 | 46 | 0.2% | |
| 6142 | 46 | 0.2% | |
| 2693 | 45 | 0.2% | |
| 7756 | 41 | 0.2% | |
| 4898 | 38 | 0.2% | |
| 5204 | 38 | 0.2% | |
| 3162 | 38 | 0.2% | |
| 2028 | 37 | 0.2% | |
| 9980 | 37 | 0.2% | |
| 2911 | 36 | 0.2% | |
| 10096 | 34 | 0.1% | |
| 2044 | 33 | 0.1% | |
| 3294 | 33 | 0.1% | |
| 2377 | 33 | 0.1% | |
| 5405 | 33 | 0.1% | |
| 4941 | 32 | 0.1% | |
| Other values (1324) | 22137 | 95.5% |
| Value | Count | Frequency (%) | |
| 1009 | 16 | 0.1% | |
| 1051 | 15 | 0.1% | |
| 1052 | 16 | 0.1% | |
| 1081 | 16 | 0.1% | |
| 1091 | 16 | 0.1% | |
| 1102 | 15 | 0.1% | |
| 1118 | 16 | 0.1% | |
| 1129 | 14 | 0.1% | |
| 1200 | 15 | 0.1% | |
| 1223 | 15 | 0.1% |
| Value | Count | Frequency (%) | |
| 19999 | 16 | 0.1% | |
| 19973 | 16 | 0.1% | |
| 19943 | 16 | 0.1% | |
| 19926 | 16 | 0.1% | |
| 19859 | 16 | 0.1% | |
| 19847 | 16 | 0.1% | |
| 19845 | 16 | 0.1% | |
| 19833 | 15 | 0.1% | |
| 19740 | 16 | 0.1% | |
| 19717 | 16 | 0.1% |
MonthlyRate
Real number (ℝ≥0)
| Distinct count | 1427 |
|---|---|
| Unique (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14302.076757222942 |
|---|---|
| Minimum | 2094.0 |
| Maximum | 26999.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3376 |
| Q1 | 8053 |
| median | 14222 |
| Q3 | 20460 |
| 95-th percentile | 25388 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12407 |
Descriptive statistics
| Standard deviation | 7100.061799 |
|---|---|
| Coefficient of variation (CV) | 0.4964357218 |
| Kurtosis | -1.214388252 |
| Mean | 14302.07676 |
| Median Absolute Deviation (MAD) | 6204 |
| Skewness | 0.01885809996 |
| Sum | 331665160 |
| Variance | 50410877.55 |
| Value | Count | Frequency (%) | |
| 9150 | 53 | 0.2% | |
| 4223 | 48 | 0.2% | |
| 19373 | 34 | 0.1% | |
| 6319 | 32 | 0.1% | |
| 11737 | 32 | 0.1% | |
| 2755 | 32 | 0.1% | |
| 7744 | 32 | 0.1% | |
| 12858 | 32 | 0.1% | |
| 24444 | 32 | 0.1% | |
| 3339 | 32 | 0.1% | |
| 23016 | 32 | 0.1% | |
| 6069 | 32 | 0.1% | |
| 6670 | 32 | 0.1% | |
| 16154 | 32 | 0.1% | |
| 11652 | 32 | 0.1% | |
| 2125 | 32 | 0.1% | |
| 20284 | 32 | 0.1% | |
| 21981 | 32 | 0.1% | |
| 15891 | 32 | 0.1% | |
| 22074 | 32 | 0.1% | |
| 9096 | 32 | 0.1% | |
| 21534 | 32 | 0.1% | |
| 9558 | 31 | 0.1% | |
| 6881 | 31 | 0.1% | |
| 12355 | 31 | 0.1% | |
| Other values (1402) | 22354 | 96.4% |
| Value | Count | Frequency (%) | |
| 2094 | 16 | 0.1% | |
| 2097 | 15 | 0.1% | |
| 2104 | 16 | 0.1% | |
| 2112 | 15 | 0.1% | |
| 2122 | 16 | 0.1% | |
| 2125 | 32 | 0.1% | |
| 2137 | 16 | 0.1% | |
| 2227 | 16 | 0.1% | |
| 2243 | 16 | 0.1% | |
| 2253 | 16 | 0.1% |
| Value | Count | Frequency (%) | |
| 26999 | 16 | 0.1% | |
| 26997 | 14 | 0.1% | |
| 26968 | 16 | 0.1% | |
| 26959 | 15 | 0.1% | |
| 26956 | 16 | 0.1% | |
| 26933 | 16 | 0.1% | |
| 26914 | 16 | 0.1% | |
| 26897 | 15 | 0.1% | |
| 26894 | 15 | 0.1% | |
| 26862 | 15 | 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.688702026735662 |
|---|---|
| Minimum | 0.0 |
| Maximum | 9.0 |
| Zeros | 3144 |
| Zeros (%) | 13.6% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498330461 |
|---|---|
| Coefficient of variation (CV) | 0.9291957369 |
| Kurtosis | 0.002593558123 |
| Mean | 2.688702027 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.025302724 |
| Sum | 62351 |
| Variance | 6.241655092 |
| Value | Count | Frequency (%) | |
| 1 | 8209 | 35.4% | |
| 0 | 3144 | 13.6% | |
| 3 | 2493 | 10.8% | |
| 2 | 2303 | 9.9% | |
| 4 | 2181 | 9.4% | |
| 7 | 1167 | 5.0% | |
| 6 | 1104 | 4.8% | |
| 5 | 994 | 4.3% | |
| 9 | 810 | 3.5% | |
| 8 | 785 | 3.4% |
| Value | Count | Frequency (%) | |
| 0 | 3144 | 13.6% | |
| 1 | 8209 | 35.4% | |
| 2 | 2303 | 9.9% | |
| 3 | 2493 | 10.8% | |
| 4 | 2181 | 9.4% | |
| 5 | 994 | 4.3% | |
| 6 | 1104 | 4.8% | |
| 7 | 1167 | 5.0% | |
| 8 | 785 | 3.4% | |
| 9 | 810 | 3.5% |
| Value | Count | Frequency (%) | |
| 9 | 810 | 3.5% | |
| 8 | 785 | 3.4% | |
| 7 | 1167 | 5.0% | |
| 6 | 1104 | 4.8% | |
| 5 | 994 | 4.3% | |
| 4 | 2181 | 9.4% | |
| 3 | 2493 | 10.8% | |
| 2 | 2303 | 9.9% | |
| 1 | 8209 | 35.4% | |
| 0 | 3144 | 13.6% |
OverTime
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 16626 | 71.7% | |
| 1 | 6564 | 28.3% |
PercentSalaryHike
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.215265200517464 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.660004876 |
|---|---|
| Coefficient of variation (CV) | 0.2405482144 |
| Kurtosis | -0.3092292942 |
| Mean | 15.2152652 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.817787238 |
| Sum | 352842 |
| Variance | 13.39563569 |
| Value | Count | Frequency (%) | |
| 13 | 3317 | 14.3% | |
| 11 | 3316 | 14.3% | |
| 14 | 3180 | 13.7% | |
| 12 | 3086 | 13.3% | |
| 15 | 1578 | 6.8% | |
| 18 | 1400 | 6.0% | |
| 17 | 1302 | 5.6% | |
| 16 | 1235 | 5.3% | |
| 19 | 1203 | 5.2% | |
| 22 | 883 | 3.8% | |
| 20 | 864 | 3.7% | |
| 21 | 765 | 3.3% | |
| 23 | 443 | 1.9% | |
| 24 | 338 | 1.5% | |
| 25 | 280 | 1.2% |
| Value | Count | Frequency (%) | |
| 11 | 3316 | 14.3% | |
| 12 | 3086 | 13.3% | |
| 13 | 3317 | 14.3% | |
| 14 | 3180 | 13.7% | |
| 15 | 1578 | 6.8% | |
| 16 | 1235 | 5.3% | |
| 17 | 1302 | 5.6% | |
| 18 | 1400 | 6.0% | |
| 19 | 1203 | 5.2% | |
| 20 | 864 | 3.7% |
| Value | Count | Frequency (%) | |
| 25 | 280 | 1.2% | |
| 24 | 338 | 1.5% | |
| 23 | 443 | 1.9% | |
| 22 | 883 | 3.8% | |
| 21 | 765 | 3.3% | |
| 20 | 864 | 3.7% | |
| 19 | 1203 | 5.2% | |
| 18 | 1400 | 6.0% | |
| 17 | 1302 | 5.6% | |
| 16 | 1235 | 5.3% |
PerformanceRating
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 4 | 3600 |
| Value | Count | Frequency (%) | |
| 3 | 19590 | 84.5% | |
| 4 | 3600 | 15.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 19590 | 28.2% | |
| 4 | 3600 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 23190 | 50.0% | |
| 3 | 19590 | 42.2% | |
| 4 | 3600 | 7.8% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 19590 | 28.2% | |
| 4 | 3600 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 19590 | 28.2% | |
| 4 | 3600 | 5.2% |
RelationshipSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 7216 | 31.1% | |
| 4 | 6834 | 29.5% | |
| 2 | 4802 | 20.7% | |
| 1 | 4338 | 18.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7216 | 10.4% | |
| 4 | 6834 | 9.8% | |
| 2 | 4802 | 6.9% | |
| 1 | 4338 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 23190 | 50.0% | |
| 3 | 7216 | 15.6% | |
| 4 | 6834 | 14.7% | |
| 2 | 4802 | 10.4% | |
| 1 | 4338 | 9.4% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7216 | 10.4% | |
| 4 | 6834 | 9.8% | |
| 2 | 4802 | 6.9% | |
| 1 | 4338 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 7216 | 10.4% | |
| 4 | 6834 | 9.8% | |
| 2 | 4802 | 6.9% | |
| 1 | 4338 | 6.2% |
StockOptionLevel
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 1326 |
| Value | Count | Frequency (%) | |
| 0 | 9938 | 42.9% | |
| 1 | 9407 | 40.6% | |
| 2 | 2519 | 10.9% | |
| 3 | 1326 | 5.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 33128 | 47.6% | |
| . | 23190 | 33.3% | |
| 1 | 9407 | 13.5% | |
| 2 | 2519 | 3.6% | |
| 3 | 1326 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 33128 | 71.4% | |
| 1 | 9407 | 20.3% | |
| 2 | 2519 | 5.4% | |
| 3 | 1326 | 2.9% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 33128 | 47.6% | |
| . | 23190 | 33.3% | |
| 1 | 9407 | 13.5% | |
| 2 | 2519 | 3.6% | |
| 3 | 1326 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 33128 | 47.6% | |
| . | 23190 | 33.3% | |
| 1 | 9407 | 13.5% | |
| 2 | 2519 | 3.6% | |
| 3 | 1326 | 1.9% |
TotalWorkingYears
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.26921086675291 |
|---|---|
| Minimum | 0.0 |
| Maximum | 40.0 |
| Zeros | 202 |
| Zeros (%) | 0.9% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.765750658 |
|---|---|
| Coefficient of variation (CV) | 0.689112197 |
| Kurtosis | 0.9147370578 |
| Mean | 11.26921087 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.113724542 |
| Sum | 261333 |
| Variance | 60.30688329 |
| Value | Count | Frequency (%) | |
| 10 | 3214 | 13.9% | |
| 6 | 1970 | 8.5% | |
| 8 | 1626 | 7.0% | |
| 9 | 1525 | 6.6% | |
| 5 | 1381 | 6.0% | |
| 7 | 1274 | 5.5% | |
| 1 | 1264 | 5.5% | |
| 4 | 978 | 4.2% | |
| 12 | 751 | 3.2% | |
| 3 | 665 | 2.9% | |
| 15 | 617 | 2.7% | |
| 16 | 610 | 2.6% | |
| 11 | 567 | 2.4% | |
| 13 | 566 | 2.4% | |
| 21 | 536 | 2.3% | |
| 17 | 511 | 2.2% | |
| 14 | 486 | 2.1% | |
| 2 | 482 | 2.1% | |
| 20 | 476 | 2.1% | |
| 18 | 423 | 1.8% | |
| 23 | 352 | 1.5% | |
| 19 | 349 | 1.5% | |
| 22 | 327 | 1.4% | |
| 24 | 286 | 1.2% | |
| 26 | 221 | 1.0% | |
| Other values (15) | 1733 | 7.5% |
| Value | Count | Frequency (%) | |
| 0 | 202 | 0.9% | |
| 1 | 1264 | 5.5% | |
| 2 | 482 | 2.1% | |
| 3 | 665 | 2.9% | |
| 4 | 978 | 4.2% | |
| 5 | 1381 | 6.0% | |
| 6 | 1970 | 8.5% | |
| 7 | 1274 | 5.5% | |
| 8 | 1626 | 7.0% | |
| 9 | 1525 | 6.6% |
| Value | Count | Frequency (%) | |
| 40 | 35 | 0.2% | |
| 38 | 16 | 0.1% | |
| 37 | 55 | 0.2% | |
| 36 | 90 | 0.4% | |
| 35 | 45 | 0.2% | |
| 34 | 81 | 0.3% | |
| 33 | 110 | 0.5% | |
| 32 | 148 | 0.6% | |
| 31 | 146 | 0.6% | |
| 30 | 103 | 0.4% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7988788270806384 |
|---|---|
| Minimum | 0.0 |
| Maximum | 6.0 |
| Zeros | 854 |
| Zeros (%) | 3.7% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.289952462 |
|---|---|
| Coefficient of variation (CV) | 0.4608818536 |
| Kurtosis | 0.49228502 |
| Mean | 2.798878827 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5549557832 |
| Sum | 64906 |
| Variance | 1.663977353 |
| Value | Count | Frequency (%) | |
| 2 | 8641 | 37.3% | |
| 3 | 7729 | 33.3% | |
| 4 | 1949 | 8.4% | |
| 5 | 1861 | 8.0% | |
| 1 | 1120 | 4.8% | |
| 6 | 1036 | 4.5% | |
| 0 | 854 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 854 | 3.7% | |
| 1 | 1120 | 4.8% | |
| 2 | 8641 | 37.3% | |
| 3 | 7729 | 33.3% | |
| 4 | 1949 | 8.4% | |
| 5 | 1861 | 8.0% | |
| 6 | 1036 | 4.5% |
| Value | Count | Frequency (%) | |
| 6 | 1036 | 4.5% | |
| 5 | 1861 | 8.0% | |
| 4 | 1949 | 8.4% | |
| 3 | 7729 | 33.3% | |
| 2 | 8641 | 37.3% | |
| 1 | 1120 | 4.8% | |
| 0 | 854 | 3.7% |
WorkLifeBalance
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.3 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 2409 |
| 1 | 1254 |
| Value | Count | Frequency (%) | |
| 3 | 14099 | 60.8% | |
| 2 | 5428 | 23.4% | |
| 4 | 2409 | 10.4% | |
| 1 | 1254 | 5.4% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 14099 | 20.3% | |
| 2 | 5428 | 7.8% | |
| 4 | 2409 | 3.5% | |
| 1 | 1254 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 46380 | 66.7% | |
| Other Punctuation | 23190 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 23190 | 50.0% | |
| 3 | 14099 | 30.4% | |
| 2 | 5428 | 11.7% | |
| 4 | 2409 | 5.2% | |
| 1 | 1254 | 2.7% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 23190 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 69570 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 14099 | 20.3% | |
| 2 | 5428 | 7.8% | |
| 4 | 2409 | 3.5% | |
| 1 | 1254 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 69570 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 23190 | 33.3% | |
| 0 | 23190 | 33.3% | |
| 3 | 14099 | 20.3% | |
| 2 | 5428 | 7.8% | |
| 4 | 2409 | 3.5% | |
| 1 | 1254 | 1.8% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.230530401034929 |
|---|---|
| Minimum | 0.0 |
| Maximum | 18.0 |
| Zeros | 3877 |
| Zeros (%) | 16.7% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.626983938 |
|---|---|
| Coefficient of variation (CV) | 0.8573355097 |
| Kurtosis | 0.4707190348 |
| Mean | 4.230530401 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9158283975 |
| Sum | 98106 |
| Variance | 13.15501248 |
| Value | Count | Frequency (%) | |
| 2 | 5878 | 25.3% | |
| 0 | 3877 | 16.7% | |
| 7 | 3488 | 15.0% | |
| 3 | 2121 | 9.1% | |
| 4 | 1611 | 6.9% | |
| 8 | 1415 | 6.1% | |
| 9 | 1063 | 4.6% | |
| 1 | 875 | 3.8% | |
| 6 | 589 | 2.5% | |
| 5 | 585 | 2.5% | |
| 10 | 452 | 1.9% | |
| 11 | 358 | 1.5% | |
| 13 | 218 | 0.9% | |
| 14 | 174 | 0.8% | |
| 12 | 148 | 0.6% | |
| 15 | 133 | 0.6% | |
| 16 | 110 | 0.5% | |
| 17 | 63 | 0.3% | |
| 18 | 32 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 3877 | 16.7% | |
| 1 | 875 | 3.8% | |
| 2 | 5878 | 25.3% | |
| 3 | 2121 | 9.1% | |
| 4 | 1611 | 6.9% | |
| 5 | 585 | 2.5% | |
| 6 | 589 | 2.5% | |
| 7 | 3488 | 15.0% | |
| 8 | 1415 | 6.1% | |
| 9 | 1063 | 4.6% |
| Value | Count | Frequency (%) | |
| 18 | 32 | 0.1% | |
| 17 | 63 | 0.3% | |
| 16 | 110 | 0.5% | |
| 15 | 133 | 0.6% | |
| 14 | 174 | 0.8% | |
| 13 | 218 | 0.9% | |
| 12 | 148 | 0.6% | |
| 11 | 358 | 1.5% | |
| 10 | 452 | 1.9% | |
| 9 | 1063 | 4.6% |
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1821905993962916 |
|---|---|
| Minimum | 0.0 |
| Maximum | 15.0 |
| Zeros | 9178 |
| Zeros (%) | 39.6% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.215754567 |
|---|---|
| Coefficient of variation (CV) | 1.473635973 |
| Kurtosis | 3.626513336 |
| Mean | 2.182190599 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.987481318 |
| Sum | 50605 |
| Variance | 10.34107744 |
| Value | Count | Frequency (%) | |
| 0 | 9178 | 39.6% | |
| 1 | 5624 | 24.3% | |
| 2 | 2514 | 10.8% | |
| 7 | 1206 | 5.2% | |
| 4 | 954 | 4.1% | |
| 3 | 835 | 3.6% | |
| 5 | 703 | 3.0% | |
| 6 | 501 | 2.2% | |
| 11 | 374 | 1.6% | |
| 8 | 281 | 1.2% | |
| 9 | 266 | 1.1% | |
| 15 | 204 | 0.9% | |
| 13 | 157 | 0.7% | |
| 12 | 155 | 0.7% | |
| 14 | 143 | 0.6% | |
| 10 | 95 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 9178 | 39.6% | |
| 1 | 5624 | 24.3% | |
| 2 | 2514 | 10.8% | |
| 3 | 835 | 3.6% | |
| 4 | 954 | 4.1% | |
| 5 | 703 | 3.0% | |
| 6 | 501 | 2.2% | |
| 7 | 1206 | 5.2% | |
| 8 | 281 | 1.2% | |
| 9 | 266 | 1.1% |
| Value | Count | Frequency (%) | |
| 15 | 204 | 0.9% | |
| 14 | 143 | 0.6% | |
| 13 | 157 | 0.7% | |
| 12 | 155 | 0.7% | |
| 11 | 374 | 1.6% | |
| 10 | 95 | 0.4% | |
| 9 | 266 | 1.1% | |
| 8 | 281 | 1.2% | |
| 7 | 1206 | 5.2% | |
| 6 | 501 | 2.2% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.630185424752048 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 2103 |
| Zeros (%) | 9.1% |
| Memory size | 181.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.653754146 |
|---|---|
| Coefficient of variation (CV) | 0.7310244065 |
| Kurtosis | -1.174607495 |
| Mean | 3.630185425 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3423800113 |
| Sum | 84184 |
| Variance | 7.042411066 |
| Value | Count | Frequency (%) | |
| 1 | 5355 | 23.1% | |
| 8 | 3641 | 15.7% | |
| 3 | 2507 | 10.8% | |
| 4 | 2397 | 10.3% | |
| 5 | 2314 | 10.0% | |
| 6 | 2306 | 9.9% | |
| 2 | 2157 | 9.3% | |
| 0 | 2103 | 9.1% | |
| 7 | 409 | 1.8% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2103 | 9.1% | |
| 1 | 5355 | 23.1% | |
| 2 | 2157 | 9.3% | |
| 3 | 2507 | 10.8% | |
| 4 | 2397 | 10.3% | |
| 5 | 2314 | 10.0% | |
| 6 | 2306 | 9.9% | |
| 7 | 409 | 1.8% | |
| 8 | 3641 | 15.7% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 8 | 3641 | 15.7% | |
| 7 | 409 | 1.8% | |
| 6 | 2306 | 9.9% | |
| 5 | 2314 | 10.0% | |
| 4 | 2397 | 10.3% | |
| 3 | 2507 | 10.8% | |
| 2 | 2157 | 9.3% | |
| 1 | 5355 | 23.1% | |
| 0 | 2103 | 9.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsInCurrentRole | YearsSinceLastPromotion | Employee Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 8.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 1 | 1 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 4.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 2 | 2 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 8.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 3 | 3 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 4.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 4 | 4 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 8.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 5 | 5 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 4.0 | 0 | 33 | 3.0 | 3 | 2 | 0 | 14756 | 19730.0 | 2.0 | 1 | 14 | 3.0 | 3.0 | 3.0 | 21.0 | 2.0 | 3.0 | 0.0 | 0.0 | 1 |
| 6 | 6 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 1.0 | 0 | 41 | 3.0 | 3 | 0 | 1 | 19566 | 3854.0 | 5.0 | 0 | 11 | 3.0 | 4.0 | 0.0 | 33.0 | 5.0 | 1.0 | 8.0 | 11.0 | 3 |
| 7 | 7 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 4.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 8 | 8 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 8.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
| 9 | 9 | 41 | 1 | 2 | 1102.0 | 2 | 1 | 2.0 | 1 | 2.0 | 0 | 94 | 3.0 | 7 | 3 | 2 | 5993 | 19479.0 | 4.0 | 1 | 11 | 3.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 4.0 | 0.0 | 7 |
Last rows
| df_index | Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsInCurrentRole | YearsSinceLastPromotion | Employee Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23180 | 23423 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 3 | 4.0 | 0 | 88 | 3.0 | 5 | 1 | 2 | 16413 | 3498.0 | 3.0 | 0 | 16 | 3.0 | 2.0 | 2.0 | 27.0 | 2.0 | 3.0 | 2.0 | 1.0 | 4 |
| 23181 | 23424 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 1 | 4.0 | 0 | 88 | 3.0 | 5 | 1 | 1 | 16413 | 3498.0 | 1.0 | 0 | 16 | 3.0 | 2.0 | 2.0 | 27.0 | 2.0 | 3.0 | 2.0 | 1.0 | 4 |
| 23182 | 23425 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 3 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 3.0 | 0 | 20 | 3.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |
| 23183 | 23426 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 1 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 0.0 | 0 | 20 | 3.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |
| 23184 | 23427 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 3 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 2 | 10883 | 20467.0 | 3.0 | 0 | 20 | 4.0 | 3.0 | 1.0 | 20.0 | 2.0 | 3.0 | 7.0 | 2.0 | 1 |
| 23185 | 23428 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 1 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 0.0 | 0 | 20 | 4.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |
| 23186 | 23429 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 3 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 3.0 | 0 | 20 | 3.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |
| 23187 | 23430 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 1 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 0.0 | 0 | 20 | 3.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |
| 23188 | 23431 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 3 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 2 | 10883 | 20467.0 | 3.0 | 0 | 20 | 4.0 | 3.0 | 1.0 | 20.0 | 2.0 | 3.0 | 7.0 | 2.0 | 1 |
| 23189 | 23432 | 60 | 0 | 2 | 370.0 | 1 | 1 | 4.0 | 1 | 3.0 | 1 | 92 | 1.0 | 0 | 3 | 0 | 10883 | 20467.0 | 0.0 | 0 | 20 | 4.0 | 3.0 | 1.0 | 19.0 | 2.0 | 4.0 | 0.0 | 0.0 | 1 |